{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:L6BOJGPX7VQ44I52OB4OQB26CK","short_pith_number":"pith:L6BOJGPX","canonical_record":{"source":{"id":"2406.06636","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-06-09T09:03:11Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"96afeea209440b06283acb35643278257e564d2274bf7d8663d2be12c8f29092","abstract_canon_sha256":"becb4fa131cba7fe0b9939dd6f15e348533cd0142db871e6a35bdebf07825626"},"schema_version":"1.0"},"canonical_sha256":"5f82e499f7fd61ce23ba7078e8075e129a33cabc7f9b9da05161f0737c917bde","source":{"kind":"arxiv","id":"2406.06636","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.06636","created_at":"2026-07-05T08:29:48Z"},{"alias_kind":"arxiv_version","alias_value":"2406.06636v1","created_at":"2026-07-05T08:29:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.06636","created_at":"2026-07-05T08:29:48Z"},{"alias_kind":"pith_short_12","alias_value":"L6BOJGPX7VQ4","created_at":"2026-07-05T08:29:48Z"},{"alias_kind":"pith_short_16","alias_value":"L6BOJGPX7VQ44I52","created_at":"2026-07-05T08:29:48Z"},{"alias_kind":"pith_short_8","alias_value":"L6BOJGPX","created_at":"2026-07-05T08:29:48Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:L6BOJGPX7VQ44I52OB4OQB26CK","target":"record","payload":{"canonical_record":{"source":{"id":"2406.06636","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-06-09T09:03:11Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"96afeea209440b06283acb35643278257e564d2274bf7d8663d2be12c8f29092","abstract_canon_sha256":"becb4fa131cba7fe0b9939dd6f15e348533cd0142db871e6a35bdebf07825626"},"schema_version":"1.0"},"canonical_sha256":"5f82e499f7fd61ce23ba7078e8075e129a33cabc7f9b9da05161f0737c917bde","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:29:48.419352Z","signature_b64":"MZwBAxGEq9kTr6TdBeqVdi3pBq3jA9ic/CMiiq/0sU5XrMMtVk5lUpBIdypOToPBjuoEzLTYgsl+0aHaTYFSDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5f82e499f7fd61ce23ba7078e8075e129a33cabc7f9b9da05161f0737c917bde","last_reissued_at":"2026-07-05T08:29:48.418935Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:29:48.418935Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2406.06636","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:29:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Byuoa0KMqvj2Mt/bcU2uQ49z+7gEORlG+odyZBE2zGRRDijF4P8HYApKWXUZHuJYFg/3LzZ3H4jFCj2NM1JqDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-20T09:48:51.896897Z"},"content_sha256":"9745a1e8573cf2654f41efd9cffdf1ae01643181888716e7fbe31d0e7a16fd17","schema_version":"1.0","event_id":"sha256:9745a1e8573cf2654f41efd9cffdf1ae01643181888716e7fbe31d0e7a16fd17"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:L6BOJGPX7VQ44I52OB4OQB26CK","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LLM Questionnaire Completion for Automatic Psychiatric Assessment","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CL","authors_text":"Gony Rosenman, Lior Wolf, Talma Hendler","submitted_at":"2024-06-09T09:03:11Z","abstract_excerpt":"We employ a Large Language Model (LLM) to convert unstructured psychological interviews into structured questionnaires spanning various psychiatric and personality domains. The LLM is prompted to answer these questionnaires by impersonating the interviewee. The obtained answers are coded as features, which are used to predict standardized psychiatric measures of depression (PHQ-8) and PTSD (PCL-C), using a Random Forest regressor. Our approach is shown to enhance diagnostic accuracy compared to multiple baselines. It thus establishes a novel framework for interpreting unstructured psychologica"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.06636","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2406.06636/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:29:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7BCuyqPYqQSbxBDUVOtrhkmaYugxA1Frww05S1LqxGSAPH6hH+X+9s2yk0u7RBAvEQx5kR0fNoxzOZsC5BfjCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-20T09:48:51.897284Z"},"content_sha256":"507256057c0dc6c3ab227c997f1514862df67ecc60a4770e8f330df6faa185d0","schema_version":"1.0","event_id":"sha256:507256057c0dc6c3ab227c997f1514862df67ecc60a4770e8f330df6faa185d0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/L6BOJGPX7VQ44I52OB4OQB26CK/bundle.json","state_url":"https://pith.science/pith/L6BOJGPX7VQ44I52OB4OQB26CK/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/L6BOJGPX7VQ44I52OB4OQB26CK/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-20T09:48:51Z","links":{"resolver":"https://pith.science/pith/L6BOJGPX7VQ44I52OB4OQB26CK","bundle":"https://pith.science/pith/L6BOJGPX7VQ44I52OB4OQB26CK/bundle.json","state":"https://pith.science/pith/L6BOJGPX7VQ44I52OB4OQB26CK/state.json","well_known_bundle":"https://pith.science/.well-known/pith/L6BOJGPX7VQ44I52OB4OQB26CK/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:L6BOJGPX7VQ44I52OB4OQB26CK","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"becb4fa131cba7fe0b9939dd6f15e348533cd0142db871e6a35bdebf07825626","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-06-09T09:03:11Z","title_canon_sha256":"96afeea209440b06283acb35643278257e564d2274bf7d8663d2be12c8f29092"},"schema_version":"1.0","source":{"id":"2406.06636","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.06636","created_at":"2026-07-05T08:29:48Z"},{"alias_kind":"arxiv_version","alias_value":"2406.06636v1","created_at":"2026-07-05T08:29:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.06636","created_at":"2026-07-05T08:29:48Z"},{"alias_kind":"pith_short_12","alias_value":"L6BOJGPX7VQ4","created_at":"2026-07-05T08:29:48Z"},{"alias_kind":"pith_short_16","alias_value":"L6BOJGPX7VQ44I52","created_at":"2026-07-05T08:29:48Z"},{"alias_kind":"pith_short_8","alias_value":"L6BOJGPX","created_at":"2026-07-05T08:29:48Z"}],"graph_snapshots":[{"event_id":"sha256:507256057c0dc6c3ab227c997f1514862df67ecc60a4770e8f330df6faa185d0","target":"graph","created_at":"2026-07-05T08:29:48Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2406.06636/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We employ a Large Language Model (LLM) to convert unstructured psychological interviews into structured questionnaires spanning various psychiatric and personality domains. The LLM is prompted to answer these questionnaires by impersonating the interviewee. The obtained answers are coded as features, which are used to predict standardized psychiatric measures of depression (PHQ-8) and PTSD (PCL-C), using a Random Forest regressor. Our approach is shown to enhance diagnostic accuracy compared to multiple baselines. It thus establishes a novel framework for interpreting unstructured psychologica","authors_text":"Gony Rosenman, Lior Wolf, Talma Hendler","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-06-09T09:03:11Z","title":"LLM Questionnaire Completion for Automatic Psychiatric Assessment"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.06636","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:9745a1e8573cf2654f41efd9cffdf1ae01643181888716e7fbe31d0e7a16fd17","target":"record","created_at":"2026-07-05T08:29:48Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"becb4fa131cba7fe0b9939dd6f15e348533cd0142db871e6a35bdebf07825626","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-06-09T09:03:11Z","title_canon_sha256":"96afeea209440b06283acb35643278257e564d2274bf7d8663d2be12c8f29092"},"schema_version":"1.0","source":{"id":"2406.06636","kind":"arxiv","version":1}},"canonical_sha256":"5f82e499f7fd61ce23ba7078e8075e129a33cabc7f9b9da05161f0737c917bde","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5f82e499f7fd61ce23ba7078e8075e129a33cabc7f9b9da05161f0737c917bde","first_computed_at":"2026-07-05T08:29:48.418935Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:29:48.418935Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MZwBAxGEq9kTr6TdBeqVdi3pBq3jA9ic/CMiiq/0sU5XrMMtVk5lUpBIdypOToPBjuoEzLTYgsl+0aHaTYFSDw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:29:48.419352Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.06636","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9745a1e8573cf2654f41efd9cffdf1ae01643181888716e7fbe31d0e7a16fd17","sha256:507256057c0dc6c3ab227c997f1514862df67ecc60a4770e8f330df6faa185d0"],"state_sha256":"9c13d1716684b9f9a15ddbc4e7fbb0ed5387a6266ad60d10c482a7eea39556b4"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"WqItxYNiLFPsZ8fcHqlrD6Meqclr0daT+1AGblSspDWNwY/62MZOr4kGCe6EtP4jDkTyWSgaqbiTK40JL0a9AA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-20T09:48:51.899631Z","bundle_sha256":"c2cf934890a3a4b75d84d38ae43a9a5f95f78fc9f4c07bca239247736f1b1d55"}}